Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

In [ ]:
# can comment out after executing
#!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
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   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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In [1]:
data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

  • Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
  • Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

In [4]:
# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
import workspace_utils as wt
In [5]:
def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform = transforms.Compose([
        transforms.Resize(image_size),
        transforms.CenterCrop(image_size),
        transforms.ToTensor(),
        #transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))
    ])
    
    dataset = datasets.ImageFolder(data_dir, transform=transform)
    
   
    data_loader = torch.utils.data.DataLoader(dataset=dataset,
                                             batch_size=batch_size,
                                             shuffle=True)

    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

  • You can decide on any reasonable batch_size parameter
  • Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!
In [6]:
# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

In [7]:
# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

In [8]:
# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    
    return x
In [9]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9922)
Max:  tensor(0.9451)

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

  • The inputs to the discriminator are 32x32x3 tensor images
  • The output should be a single value that will indicate whether a given image is real or fake
In [10]:
import torch.nn as nn
import torch.nn.functional as F
In [11]:
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """
    Creates a convolutional layer, with optional batch normalization.
    """
    
    layers=[]
    conv_layer = nn.Conv2d(in_channels, out_channels,
                          kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    # using Sequential container
    return nn.Sequential(*layers)
In [12]:
class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim

        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False) # first layer, no batch_norm
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        # 2x2 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
 
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*8*2*2)
        
        # final output layer
        out = self.fc(out)        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

  • The inputs to the generator are vectors of some length z_size
  • The output should be a image of shape 32x32x3
In [13]:
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    
    layers=[]
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels,
                                             kernel_size, stride, padding, bias=False)
    
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
    
    return nn.Sequential(*layers)
In [14]:
class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)

        # transpose conv layers
        self.deconv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.deconv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.deconv3 = deconv(conv_dim*2, conv_dim, 4)
        self.deconv4 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2) # (batch_size, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.deconv1(out))
        out = F.relu(self.deconv2(out))
        out = F.relu(self.deconv3(out))
        
        # last layer + tanh activation
        out = self.deconv4(out)
        out = torch.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

  • This should initialize only convolutional and linear layers
  • Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
  • The bias terms, if they exist, may be left alone or set to 0.
In [15]:
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        m.weight.data.normal_(0.0, 0.02)
        
        # The bias terms, if they exist, set to 0
        if hasattr(m, 'bias') and m.bias is not None:
            m.bias.data.zero_()

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

In [16]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

In [17]:
# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (deconv1): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv2): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv3): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (deconv4): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

  • Models,
  • Model inputs, and
  • Loss function arguments

Are moved to GPU, where appropriate.

In [18]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

'''# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')'''
Out[18]:
"# Check for a GPU\ntrain_on_gpu = torch.cuda.is_available()\nif not train_on_gpu:\n    print('No GPU found. Please use a GPU to train your neural network.')\nelse:\n    print('Training on GPU!')"
In [19]:
# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

  • For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
  • Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

In [20]:
def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    labels = torch.ones(batch_size) * 0.9
    
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

In [21]:
import torch.optim as optim

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))
g_optimizer = optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

  • You should train the discriminator by alternating on real and fake images
  • Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

In [23]:
def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
                
            # 1. Train the discriminator on real and fake images
            
            # Compute the discriminator losses on real images
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images 
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            
            # perfom backprop
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

In [24]:
# set number of epochs 
n_epochs = 20


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
with wt.active_session():
    losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   20] | d_loss: 1.4711 | g_loss: 1.2232
Epoch [    1/   20] | d_loss: 0.4983 | g_loss: 4.7850
Epoch [    1/   20] | d_loss: 1.2370 | g_loss: 4.7361
Epoch [    1/   20] | d_loss: 1.0672 | g_loss: 2.5613
Epoch [    1/   20] | d_loss: 0.7552 | g_loss: 2.9381
Epoch [    1/   20] | d_loss: 0.7692 | g_loss: 3.0093
Epoch [    1/   20] | d_loss: 0.9096 | g_loss: 2.8650
Epoch [    1/   20] | d_loss: 0.8763 | g_loss: 2.0919
Epoch [    1/   20] | d_loss: 0.8540 | g_loss: 1.6644
Epoch [    1/   20] | d_loss: 0.7691 | g_loss: 2.2868
Epoch [    1/   20] | d_loss: 1.0487 | g_loss: 1.7450
Epoch [    1/   20] | d_loss: 0.9083 | g_loss: 1.4193
Epoch [    1/   20] | d_loss: 0.9173 | g_loss: 2.1101
Epoch [    1/   20] | d_loss: 1.0600 | g_loss: 1.0912
Epoch [    1/   20] | d_loss: 0.9797 | g_loss: 1.7212
Epoch [    2/   20] | d_loss: 0.9590 | g_loss: 1.1092
Epoch [    2/   20] | d_loss: 0.9227 | g_loss: 2.5471
Epoch [    2/   20] | d_loss: 0.9353 | g_loss: 1.6084
Epoch [    2/   20] | d_loss: 0.9041 | g_loss: 1.4590
Epoch [    2/   20] | d_loss: 0.8664 | g_loss: 1.8021
Epoch [    2/   20] | d_loss: 0.8214 | g_loss: 1.8115
Epoch [    2/   20] | d_loss: 1.0454 | g_loss: 2.3723
Epoch [    2/   20] | d_loss: 0.9261 | g_loss: 1.9590
Epoch [    2/   20] | d_loss: 0.7909 | g_loss: 1.6544
Epoch [    2/   20] | d_loss: 0.9627 | g_loss: 2.8788
Epoch [    2/   20] | d_loss: 1.6511 | g_loss: 1.0421
Epoch [    2/   20] | d_loss: 0.7460 | g_loss: 1.7519
Epoch [    2/   20] | d_loss: 0.9273 | g_loss: 2.1353
Epoch [    2/   20] | d_loss: 0.9516 | g_loss: 2.4631
Epoch [    2/   20] | d_loss: 1.2509 | g_loss: 3.2895
Epoch [    3/   20] | d_loss: 0.9056 | g_loss: 1.9718
Epoch [    3/   20] | d_loss: 0.9670 | g_loss: 1.4633
Epoch [    3/   20] | d_loss: 0.9029 | g_loss: 1.8118
Epoch [    3/   20] | d_loss: 0.9683 | g_loss: 1.3575
Epoch [    3/   20] | d_loss: 1.0390 | g_loss: 2.4928
Epoch [    3/   20] | d_loss: 0.8808 | g_loss: 1.2638
Epoch [    3/   20] | d_loss: 1.0883 | g_loss: 0.8410
Epoch [    3/   20] | d_loss: 1.1974 | g_loss: 1.9968
Epoch [    3/   20] | d_loss: 0.9392 | g_loss: 1.5015
Epoch [    3/   20] | d_loss: 1.2249 | g_loss: 2.8189
Epoch [    3/   20] | d_loss: 0.9841 | g_loss: 1.2585
Epoch [    3/   20] | d_loss: 1.1376 | g_loss: 0.9311
Epoch [    3/   20] | d_loss: 0.8902 | g_loss: 1.9004
Epoch [    3/   20] | d_loss: 0.8386 | g_loss: 2.0668
Epoch [    3/   20] | d_loss: 1.1282 | g_loss: 2.3863
Epoch [    4/   20] | d_loss: 1.0115 | g_loss: 1.6169
Epoch [    4/   20] | d_loss: 0.8619 | g_loss: 1.3400
Epoch [    4/   20] | d_loss: 0.9012 | g_loss: 1.5861
Epoch [    4/   20] | d_loss: 0.6661 | g_loss: 2.6236
Epoch [    4/   20] | d_loss: 0.9645 | g_loss: 1.5000
Epoch [    4/   20] | d_loss: 0.9198 | g_loss: 1.5664
Epoch [    4/   20] | d_loss: 0.9055 | g_loss: 2.0472
Epoch [    4/   20] | d_loss: 1.0641 | g_loss: 2.1505
Epoch [    4/   20] | d_loss: 0.8909 | g_loss: 1.3981
Epoch [    4/   20] | d_loss: 0.8490 | g_loss: 1.7924
Epoch [    4/   20] | d_loss: 0.9726 | g_loss: 1.2952
Epoch [    4/   20] | d_loss: 0.9436 | g_loss: 1.7029
Epoch [    4/   20] | d_loss: 0.8163 | g_loss: 1.9031
Epoch [    4/   20] | d_loss: 0.9340 | g_loss: 1.7134
Epoch [    4/   20] | d_loss: 1.0224 | g_loss: 2.3158
Epoch [    5/   20] | d_loss: 0.9931 | g_loss: 2.0606
Epoch [    5/   20] | d_loss: 1.0156 | g_loss: 1.0530
Epoch [    5/   20] | d_loss: 1.0418 | g_loss: 1.3250
Epoch [    5/   20] | d_loss: 1.0969 | g_loss: 1.5959
Epoch [    5/   20] | d_loss: 0.8324 | g_loss: 1.4568
Epoch [    5/   20] | d_loss: 0.9515 | g_loss: 1.5861
Epoch [    5/   20] | d_loss: 0.9379 | g_loss: 1.0665
Epoch [    5/   20] | d_loss: 0.8581 | g_loss: 1.9796
Epoch [    5/   20] | d_loss: 0.9303 | g_loss: 2.4378
Epoch [    5/   20] | d_loss: 1.1817 | g_loss: 1.4434
Epoch [    5/   20] | d_loss: 1.0064 | g_loss: 1.9851
Epoch [    5/   20] | d_loss: 0.9351 | g_loss: 1.4851
Epoch [    5/   20] | d_loss: 0.9609 | g_loss: 1.4298
Epoch [    5/   20] | d_loss: 0.9734 | g_loss: 1.3556
Epoch [    5/   20] | d_loss: 0.9737 | g_loss: 2.0283
Epoch [    6/   20] | d_loss: 0.9667 | g_loss: 1.2896
Epoch [    6/   20] | d_loss: 0.9023 | g_loss: 1.6965
Epoch [    6/   20] | d_loss: 0.9686 | g_loss: 1.0931
Epoch [    6/   20] | d_loss: 0.9824 | g_loss: 1.3334
Epoch [    6/   20] | d_loss: 0.8744 | g_loss: 1.5732
Epoch [    6/   20] | d_loss: 0.9324 | g_loss: 1.5061
Epoch [    6/   20] | d_loss: 0.9005 | g_loss: 1.2449
Epoch [    6/   20] | d_loss: 1.0203 | g_loss: 1.3177
Epoch [    6/   20] | d_loss: 1.0607 | g_loss: 2.8450
Epoch [    6/   20] | d_loss: 0.7823 | g_loss: 1.7455
Epoch [    6/   20] | d_loss: 0.9633 | g_loss: 0.9398
Epoch [    6/   20] | d_loss: 0.7657 | g_loss: 2.1271
Epoch [    6/   20] | d_loss: 1.0713 | g_loss: 2.2881
Epoch [    6/   20] | d_loss: 0.9587 | g_loss: 1.0587
Epoch [    6/   20] | d_loss: 0.9507 | g_loss: 1.7626
Epoch [    7/   20] | d_loss: 1.0363 | g_loss: 2.4891
Epoch [    7/   20] | d_loss: 0.9227 | g_loss: 1.6145
Epoch [    7/   20] | d_loss: 0.9543 | g_loss: 2.3192
Epoch [    7/   20] | d_loss: 0.9705 | g_loss: 1.5855
Epoch [    7/   20] | d_loss: 0.9389 | g_loss: 1.8215
Epoch [    7/   20] | d_loss: 0.9119 | g_loss: 2.1069
Epoch [    7/   20] | d_loss: 0.9950 | g_loss: 0.7941
Epoch [    7/   20] | d_loss: 1.2312 | g_loss: 2.6854
Epoch [    7/   20] | d_loss: 0.8958 | g_loss: 1.6037
Epoch [    7/   20] | d_loss: 0.7365 | g_loss: 1.8074
Epoch [    7/   20] | d_loss: 0.8767 | g_loss: 2.4843
Epoch [    7/   20] | d_loss: 0.8310 | g_loss: 1.8696
Epoch [    7/   20] | d_loss: 0.9065 | g_loss: 1.6694
Epoch [    7/   20] | d_loss: 1.0263 | g_loss: 1.9971
Epoch [    7/   20] | d_loss: 1.0322 | g_loss: 0.9023
Epoch [    8/   20] | d_loss: 0.9893 | g_loss: 2.1854
Epoch [    8/   20] | d_loss: 0.8705 | g_loss: 1.9836
Epoch [    8/   20] | d_loss: 0.8888 | g_loss: 1.3999
Epoch [    8/   20] | d_loss: 0.9461 | g_loss: 2.1477
Epoch [    8/   20] | d_loss: 0.8436 | g_loss: 2.1470
Epoch [    8/   20] | d_loss: 0.8534 | g_loss: 2.0879
Epoch [    8/   20] | d_loss: 0.7549 | g_loss: 1.5182
Epoch [    8/   20] | d_loss: 0.8435 | g_loss: 1.7048
Epoch [    8/   20] | d_loss: 0.9818 | g_loss: 1.4353
Epoch [    8/   20] | d_loss: 0.8371 | g_loss: 1.8460
Epoch [    8/   20] | d_loss: 0.8708 | g_loss: 1.5969
Epoch [    8/   20] | d_loss: 0.9097 | g_loss: 2.1175
Epoch [    8/   20] | d_loss: 0.7561 | g_loss: 2.4663
Epoch [    8/   20] | d_loss: 0.7386 | g_loss: 1.6819
Epoch [    8/   20] | d_loss: 0.8742 | g_loss: 2.0492
Epoch [    9/   20] | d_loss: 1.1542 | g_loss: 1.2239
Epoch [    9/   20] | d_loss: 0.9146 | g_loss: 1.3788
Epoch [    9/   20] | d_loss: 1.1954 | g_loss: 0.6315
Epoch [    9/   20] | d_loss: 0.8793 | g_loss: 0.9551
Epoch [    9/   20] | d_loss: 0.9186 | g_loss: 2.2991
Epoch [    9/   20] | d_loss: 0.9235 | g_loss: 1.8565
Epoch [    9/   20] | d_loss: 0.9948 | g_loss: 2.9674
Epoch [    9/   20] | d_loss: 0.9886 | g_loss: 1.3205
Epoch [    9/   20] | d_loss: 1.0474 | g_loss: 2.6010
Epoch [    9/   20] | d_loss: 0.9747 | g_loss: 3.2710
Epoch [    9/   20] | d_loss: 0.8459 | g_loss: 1.4951
Epoch [    9/   20] | d_loss: 0.9662 | g_loss: 2.4117
Epoch [    9/   20] | d_loss: 0.9311 | g_loss: 1.7048
Epoch [    9/   20] | d_loss: 0.8227 | g_loss: 2.1776
Epoch [    9/   20] | d_loss: 0.7899 | g_loss: 2.0653
Epoch [   10/   20] | d_loss: 0.8009 | g_loss: 2.0217
Epoch [   10/   20] | d_loss: 0.8741 | g_loss: 1.3360
Epoch [   10/   20] | d_loss: 0.8413 | g_loss: 1.7910
Epoch [   10/   20] | d_loss: 0.7498 | g_loss: 1.4020
Epoch [   10/   20] | d_loss: 0.8490 | g_loss: 2.0724
Epoch [   10/   20] | d_loss: 0.9646 | g_loss: 1.2965
Epoch [   10/   20] | d_loss: 0.7568 | g_loss: 2.1638
Epoch [   10/   20] | d_loss: 0.8624 | g_loss: 1.4388
Epoch [   10/   20] | d_loss: 0.7308 | g_loss: 2.4902
Epoch [   10/   20] | d_loss: 0.6127 | g_loss: 1.8110
Epoch [   10/   20] | d_loss: 0.6767 | g_loss: 2.1278
Epoch [   10/   20] | d_loss: 0.8679 | g_loss: 2.3133
Epoch [   10/   20] | d_loss: 0.7098 | g_loss: 2.0557
Epoch [   10/   20] | d_loss: 1.0223 | g_loss: 1.0579
Epoch [   10/   20] | d_loss: 0.7713 | g_loss: 2.1650
Epoch [   11/   20] | d_loss: 0.7395 | g_loss: 1.8799
Epoch [   11/   20] | d_loss: 0.8082 | g_loss: 1.4812
Epoch [   11/   20] | d_loss: 0.8811 | g_loss: 1.8553
Epoch [   11/   20] | d_loss: 0.9861 | g_loss: 2.0589
Epoch [   11/   20] | d_loss: 0.7986 | g_loss: 1.3986
Epoch [   11/   20] | d_loss: 0.8311 | g_loss: 1.9065
Epoch [   11/   20] | d_loss: 0.8909 | g_loss: 2.5977
Epoch [   11/   20] | d_loss: 0.9172 | g_loss: 2.2386
Epoch [   11/   20] | d_loss: 0.8946 | g_loss: 1.6098
Epoch [   11/   20] | d_loss: 0.7451 | g_loss: 1.6387
Epoch [   11/   20] | d_loss: 0.9107 | g_loss: 2.1151
Epoch [   11/   20] | d_loss: 0.7498 | g_loss: 2.2702
Epoch [   11/   20] | d_loss: 0.8434 | g_loss: 2.3032
Epoch [   11/   20] | d_loss: 0.8146 | g_loss: 1.9561
Epoch [   11/   20] | d_loss: 0.9453 | g_loss: 1.4992
Epoch [   12/   20] | d_loss: 0.8815 | g_loss: 2.4603
Epoch [   12/   20] | d_loss: 0.6855 | g_loss: 2.0624
Epoch [   12/   20] | d_loss: 0.6823 | g_loss: 1.6886
Epoch [   12/   20] | d_loss: 0.7862 | g_loss: 2.2551
Epoch [   12/   20] | d_loss: 0.7462 | g_loss: 2.8935
Epoch [   12/   20] | d_loss: 0.8317 | g_loss: 2.3998
Epoch [   12/   20] | d_loss: 0.7003 | g_loss: 2.3737
Epoch [   12/   20] | d_loss: 0.8209 | g_loss: 1.7021
Epoch [   12/   20] | d_loss: 0.7179 | g_loss: 1.8191
Epoch [   12/   20] | d_loss: 0.6066 | g_loss: 2.5558
Epoch [   12/   20] | d_loss: 0.9776 | g_loss: 2.6733
Epoch [   12/   20] | d_loss: 0.7685 | g_loss: 2.7573
Epoch [   12/   20] | d_loss: 0.8992 | g_loss: 1.2620
Epoch [   12/   20] | d_loss: 0.8739 | g_loss: 2.4526
Epoch [   12/   20] | d_loss: 0.6532 | g_loss: 2.9048
Epoch [   13/   20] | d_loss: 0.7698 | g_loss: 1.8197
Epoch [   13/   20] | d_loss: 0.6198 | g_loss: 2.3296
Epoch [   13/   20] | d_loss: 0.6423 | g_loss: 2.3455
Epoch [   13/   20] | d_loss: 0.8102 | g_loss: 1.6558
Epoch [   13/   20] | d_loss: 0.7473 | g_loss: 2.1784
Epoch [   13/   20] | d_loss: 0.8302 | g_loss: 1.9015
Epoch [   13/   20] | d_loss: 0.8121 | g_loss: 1.1150
Epoch [   13/   20] | d_loss: 1.8495 | g_loss: 5.2690
Epoch [   13/   20] | d_loss: 0.5861 | g_loss: 1.9850
Epoch [   13/   20] | d_loss: 0.6432 | g_loss: 2.3114
Epoch [   13/   20] | d_loss: 0.6557 | g_loss: 1.9265
Epoch [   13/   20] | d_loss: 0.9300 | g_loss: 1.1386
Epoch [   13/   20] | d_loss: 0.9988 | g_loss: 2.6392
Epoch [   13/   20] | d_loss: 0.8631 | g_loss: 2.6752
Epoch [   13/   20] | d_loss: 0.7240 | g_loss: 1.8831
Epoch [   14/   20] | d_loss: 0.6806 | g_loss: 1.6730
Epoch [   14/   20] | d_loss: 0.7798 | g_loss: 2.0159
Epoch [   14/   20] | d_loss: 0.5831 | g_loss: 2.6656
Epoch [   14/   20] | d_loss: 1.1679 | g_loss: 3.7861
Epoch [   14/   20] | d_loss: 0.7092 | g_loss: 2.3048
Epoch [   14/   20] | d_loss: 0.7589 | g_loss: 1.8162
Epoch [   14/   20] | d_loss: 0.6815 | g_loss: 1.1363
Epoch [   14/   20] | d_loss: 0.9153 | g_loss: 2.9236
Epoch [   14/   20] | d_loss: 0.9254 | g_loss: 2.3028
Epoch [   14/   20] | d_loss: 0.6654 | g_loss: 1.5329
Epoch [   14/   20] | d_loss: 0.6486 | g_loss: 2.2804
Epoch [   14/   20] | d_loss: 0.5639 | g_loss: 1.1055
Epoch [   14/   20] | d_loss: 0.8226 | g_loss: 2.1419
Epoch [   14/   20] | d_loss: 0.7533 | g_loss: 1.7617
Epoch [   14/   20] | d_loss: 0.6427 | g_loss: 1.6720
Epoch [   15/   20] | d_loss: 0.5925 | g_loss: 2.6825
Epoch [   15/   20] | d_loss: 0.5996 | g_loss: 1.8106
Epoch [   15/   20] | d_loss: 0.6141 | g_loss: 2.4743
Epoch [   15/   20] | d_loss: 0.6135 | g_loss: 2.7318
Epoch [   15/   20] | d_loss: 0.5325 | g_loss: 2.4827
Epoch [   15/   20] | d_loss: 1.0014 | g_loss: 3.4709
Epoch [   15/   20] | d_loss: 0.7189 | g_loss: 1.2326
Epoch [   15/   20] | d_loss: 0.7263 | g_loss: 1.5568
Epoch [   15/   20] | d_loss: 0.6118 | g_loss: 2.1785
Epoch [   15/   20] | d_loss: 0.6365 | g_loss: 2.6875
Epoch [   15/   20] | d_loss: 0.6145 | g_loss: 2.0138
Epoch [   15/   20] | d_loss: 0.8265 | g_loss: 3.3853
Epoch [   15/   20] | d_loss: 0.6240 | g_loss: 2.9828
Epoch [   15/   20] | d_loss: 0.6082 | g_loss: 1.6883
Epoch [   15/   20] | d_loss: 0.8189 | g_loss: 3.9585
Epoch [   16/   20] | d_loss: 0.6362 | g_loss: 2.0718
Epoch [   16/   20] | d_loss: 0.7452 | g_loss: 1.4964
Epoch [   16/   20] | d_loss: 0.6298 | g_loss: 2.0104
Epoch [   16/   20] | d_loss: 0.7253 | g_loss: 2.1082
Epoch [   16/   20] | d_loss: 0.8585 | g_loss: 1.4472
Epoch [   16/   20] | d_loss: 1.1385 | g_loss: 2.8545
Epoch [   16/   20] | d_loss: 0.9306 | g_loss: 1.5833
Epoch [   16/   20] | d_loss: 0.8719 | g_loss: 1.4383
Epoch [   16/   20] | d_loss: 0.5641 | g_loss: 2.2813
Epoch [   16/   20] | d_loss: 0.6263 | g_loss: 2.0112
Epoch [   16/   20] | d_loss: 0.9617 | g_loss: 1.2257
Epoch [   16/   20] | d_loss: 0.6068 | g_loss: 1.8015
Epoch [   16/   20] | d_loss: 0.7384 | g_loss: 2.9178
Epoch [   16/   20] | d_loss: 0.7433 | g_loss: 2.3631
Epoch [   16/   20] | d_loss: 0.5097 | g_loss: 2.8670
Epoch [   17/   20] | d_loss: 0.5118 | g_loss: 2.7813
Epoch [   17/   20] | d_loss: 0.6310 | g_loss: 1.2073
Epoch [   17/   20] | d_loss: 0.5949 | g_loss: 2.5015
Epoch [   17/   20] | d_loss: 0.5828 | g_loss: 2.0946
Epoch [   17/   20] | d_loss: 0.7933 | g_loss: 2.8945
Epoch [   17/   20] | d_loss: 0.9398 | g_loss: 3.3097
Epoch [   17/   20] | d_loss: 0.7159 | g_loss: 2.6428
Epoch [   17/   20] | d_loss: 0.6174 | g_loss: 2.8343
Epoch [   17/   20] | d_loss: 0.7755 | g_loss: 2.3716
Epoch [   17/   20] | d_loss: 0.6684 | g_loss: 2.2835
Epoch [   17/   20] | d_loss: 0.5401 | g_loss: 2.8130
Epoch [   17/   20] | d_loss: 0.8592 | g_loss: 1.4504
Epoch [   17/   20] | d_loss: 0.8753 | g_loss: 1.2085
Epoch [   17/   20] | d_loss: 0.6926 | g_loss: 2.4497
Epoch [   17/   20] | d_loss: 1.1599 | g_loss: 3.9019
Epoch [   18/   20] | d_loss: 2.2687 | g_loss: 0.8530
Epoch [   18/   20] | d_loss: 0.5856 | g_loss: 2.0941
Epoch [   18/   20] | d_loss: 0.7143 | g_loss: 3.0036
Epoch [   18/   20] | d_loss: 0.6722 | g_loss: 2.3636
Epoch [   18/   20] | d_loss: 0.7036 | g_loss: 2.4349
Epoch [   18/   20] | d_loss: 0.7809 | g_loss: 3.5911
Epoch [   18/   20] | d_loss: 0.6155 | g_loss: 1.9575
Epoch [   18/   20] | d_loss: 0.6094 | g_loss: 2.4251
Epoch [   18/   20] | d_loss: 0.5317 | g_loss: 3.3960
Epoch [   18/   20] | d_loss: 0.6273 | g_loss: 2.5306
Epoch [   18/   20] | d_loss: 0.7237 | g_loss: 2.5063
Epoch [   18/   20] | d_loss: 0.9992 | g_loss: 2.8799
Epoch [   18/   20] | d_loss: 0.8416 | g_loss: 1.9098
Epoch [   18/   20] | d_loss: 0.6340 | g_loss: 3.0045
Epoch [   18/   20] | d_loss: 0.5636 | g_loss: 3.1003
Epoch [   19/   20] | d_loss: 0.5656 | g_loss: 2.1467
Epoch [   19/   20] | d_loss: 0.5495 | g_loss: 1.8120
Epoch [   19/   20] | d_loss: 0.7558 | g_loss: 1.3492
Epoch [   19/   20] | d_loss: 0.5131 | g_loss: 2.2954
Epoch [   19/   20] | d_loss: 0.4971 | g_loss: 2.3827
Epoch [   19/   20] | d_loss: 0.5947 | g_loss: 1.9679
Epoch [   19/   20] | d_loss: 0.5372 | g_loss: 2.8097
Epoch [   19/   20] | d_loss: 0.8305 | g_loss: 3.7067
Epoch [   19/   20] | d_loss: 0.5998 | g_loss: 1.6131
Epoch [   19/   20] | d_loss: 0.5134 | g_loss: 3.6925
Epoch [   19/   20] | d_loss: 0.5450 | g_loss: 2.6978
Epoch [   19/   20] | d_loss: 0.9016 | g_loss: 3.7403
Epoch [   19/   20] | d_loss: 0.6307 | g_loss: 1.4505
Epoch [   19/   20] | d_loss: 0.6040 | g_loss: 2.8286
Epoch [   19/   20] | d_loss: 0.6971 | g_loss: 3.1814
Epoch [   20/   20] | d_loss: 0.7334 | g_loss: 3.2448
Epoch [   20/   20] | d_loss: 0.6507 | g_loss: 2.0837
Epoch [   20/   20] | d_loss: 0.6752 | g_loss: 1.7290
Epoch [   20/   20] | d_loss: 0.8653 | g_loss: 4.1140
Epoch [   20/   20] | d_loss: 0.5968 | g_loss: 2.4267
Epoch [   20/   20] | d_loss: 0.5956 | g_loss: 1.7278
Epoch [   20/   20] | d_loss: 0.5561 | g_loss: 2.4576
Epoch [   20/   20] | d_loss: 0.9601 | g_loss: 3.5971
Epoch [   20/   20] | d_loss: 0.5896 | g_loss: 1.8716
Epoch [   20/   20] | d_loss: 0.5667 | g_loss: 3.2345
Epoch [   20/   20] | d_loss: 1.4687 | g_loss: 4.2514
Epoch [   20/   20] | d_loss: 0.5489 | g_loss: 1.6956
Epoch [   20/   20] | d_loss: 0.5202 | g_loss: 1.6613
Epoch [   20/   20] | d_loss: 0.5156 | g_loss: 1.9653
Epoch [   20/   20] | d_loss: 0.4661 | g_loss: 2.3198

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

In [25]:
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[25]:
<matplotlib.legend.Legend at 0x7fe7f04eb320>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

In [26]:
# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))
In [27]:
# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)
In [28]:
_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

  • The dataset is biased; it is made of "celebrity" faces that are mostly white
  • Model size; larger models have the opportunity to learn more features in a data feature space
  • Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell) Model produced celebrity faces mostly white due to feature is not extracted correctly. More advanced model is required to extract feature like complexion. Need to have more number of convolutional layer to extract the facial features.

The conv_dim for the generator and discriminator is set to 64. To extract more sophisticated features, I guess it needs to be set up to higher dimentions(or depth).

As per the course content, We cannot be sure that reduction in loss shows the model is doing better. So it is difficult to say optimum number of epocs required to get the best results. Adam optimizer is used in the model.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.